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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Neuml Txtai Semantic Search
Principles
- Principle:Huggingface Datatrove Inference Server Management
- Principle:Langgenius Dify Theming
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Farama Foundation Gymnasium Reward Transformation
- Principle:Duckdb Duckdb FSST String Compression
- Principle:Apache Kafka JMH Benchmark Execution
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Cypress io Cypress Component Test Authoring
- Principle:Datahub project Datahub Protobuf Annotation
- Principle:NVIDIA NeMo Curator Text Deduplication
Implementations
- Implementation:Predibase Lorax EETQ Linear
- Implementation:Google deepmind Dm control Transformations
- Implementation:CrewAIInc CrewAI Serply Web Search Tool
- Implementation:Lance format Lance FsstEncoding
- Implementation:Teamcapybara Capybara Chrome Node
- Implementation:Vibrantlabsai Ragas FactualCorrectness
- Implementation:Hpcaitech ColossalAI Prepare Dataset SFT
- Implementation:Scikit learn Scikit learn KernelPCA
- Implementation:EvolvingLMMs Lab Lmms eval SALBench Utils
- Implementation:Ollama Ollama Llama Model Loader
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment